Security teams have spent decades building deterministic, rule-based defenses. But the threat landscape has changed and AI is no longer just a feature add-on. In this episode of Analyst Chat, Matthias sits down with Matthew Gardiner to unpack his latest advisory note and Leadership Compass on AI SOC, exploring why probabilistic AI is becoming a core pillar of modern cybersecurity.

Key topics:

✅ Why deterministic security has run its course — and what comes next
✅ The "two-sided coin" model: rules-based vs. probabilistic AI approaches
✅ Where AI genuinely outperforms traditional methods (and where it doesn't)
✅ Risks, hallucinations, and how to build trust in AI-driven security systems
✅ The AI SOC in practice: triage, agents, and phased adoption
✅ Market outlook: pricing shifts, platform vs. startup dynamics, and data sovereignty

AI isn't replacing the security rulebook — it's completing the other half of it. Catch Matthew Gardiner live at EIC Berlin in May, and explore his advisory note and AI SOC Leadership Compass.